Deep Learning Specialization

코세라 미션은 앤드류 응 교수님의 Deep Learning Specialization을 수강하는 과정이다

강좌는 무료기에 위 링크에서 등록해서 들을 수 있고, 유투브에서 좀 더 멀쩡한 자막을 보며 공부 할 수도 있다 (그래도 퀴즈와 실습은 코세라에서 해야한다!)

1. Neural Networks and Deep Learning

2. Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

3. Structuring Machine Learning Projects

4. Convolutional Neural Networks

5. Sequence Models

 

아래는 수업을 듣고 정리한 글 링크이다

처음 수업을 들으며 정리하여 올바르지 않은 내용이 있을 수도 있다..

미션 1 Neural Networks and Deep Learning

• Introduction to Deep Learning
• Neural Networks Basics
• Shallow Neural Networks
• Deep Neural Networks

미션 2 Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

• Practical Aspects of Deep Learning
• Optimization Algorithms
• Hyperparameter Tuning, Batch Normalization and Programming Frameworks

미션 3 Structuring Machine Learning Projects

• ML Strategy 1
• ML Strategy 2

미션 4 Convolutional Neural Networks

• Foundations of Convolutional Networks
• Deep Convolutional Models: Case Studies
• Object Detection
• Special Applications: Face recognition & Neural Style Transfer

미션 5 Sequence Models

• Recurrent Neural Networks
• Natural Language Processing & Word Embeddings
• Sequence Models & Attention Mechanism
• Transformer Network